{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 用雷达图进行对比分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as image\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x) \n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "c = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "     '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "     '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 定义数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据源路径\n",
    "filepath='./data/林骥的学分构成.xlsx'\n",
    "\n",
    "# 读取 Excel文件\n",
    "df = pd.read_excel(filepath)\n",
    "\n",
    "# 提取画图所需的数据\n",
    "data0 = df.iloc[0, 2:].values\n",
    "data1 = df.iloc[1, 2:].values\n",
    "\n",
    "#提取标签\n",
    "label = np.array(df.iloc[1, 2:].index)\n",
    "\n",
    "# 根据分数添加评级的标签\n",
    "for i, d in enumerate(data1):\n",
    "    if d > 4:\n",
    "        grade = 'A^+'\n",
    "    elif d == 4:\n",
    "        grade = 'A'\n",
    "    elif d > 3:\n",
    "        grade = 'B^+'\n",
    "    elif d == 3:\n",
    "        grade = 'B'\n",
    "    else:\n",
    "        grade = 'B^-'\n",
    "    label[i] += '\\n' + r'$\\bf{' + grade + '}$'\n",
    "    \n",
    "\n",
    "# data 里有几个数据，就把整圆 360° 分成几份\n",
    "angle = np.linspace(0, 2*np.pi, len(data0), endpoint=False)\n",
    "\n",
    "# 增加第一个 angle 到所有 angle 里，以实现闭合\n",
    "angles = np.concatenate((angle, [angle[0]]))\n",
    "\n",
    "# 倒转顺序，以让雷达图顺时针显示\n",
    "angles = angles[::-1]\n",
    "\n",
    "#增加第一个 data 到所有的 data 里，以实现闭合\n",
    "data0 = np.concatenate((data0, [data0[0]]))\n",
    "data1 = np.concatenate((data1, [data1[0]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图，定义图片的大小\n",
    "fig, ax=plt.subplots(figsize=(8, 8), subplot_kw=dict(polar=True))\n",
    "\n",
    "# 设置背景颜色\n",
    "fig.set_facecolor('w')\n",
    "ax.set_facecolor('w')\n",
    "\n",
    "# 设置标题\n",
    "ax.set_title('\\n林骥的学分构成及其变化\\n\\n', fontsize=26, loc='left', color=c['深灰色']) \n",
    "\n",
    "# 设置网格标签\n",
    "ax.set_thetagrids(angles*180/np.pi, labels=label)\n",
    "\n",
    "# 画雷达图，用顺时针显示\n",
    "ax.plot(angles, data0, 'o-', label=df.iloc[0, 0].strftime('%Y-%m-%d'))\n",
    "ax.plot(angles, data1, 'o-', label=df.iloc[1, 0].strftime('%Y-%m-%d'))\n",
    "\n",
    "# 设置极坐标 0° 的位置\n",
    "ax.set_theta_zero_location('N') \n",
    "\n",
    "# 设置显示的极径范围\n",
    "ax.set_rlim(0, 5)\n",
    "\n",
    "# 填充颜色\n",
    "# ax.fill(angles, data0, facecolor=c['浅蓝色'], alpha=0.6)\n",
    "# ax.fill(angles, data1, facecolor=c['浅橙色'], alpha=0.6)\n",
    "\n",
    "# 设置极径标签，放在第一象限的中间位置\n",
    "ax.set_rlabel_position(360-360/len(data0)/2)\n",
    "\n",
    "# 设置图例显示的位置\n",
    "l = ax.legend(ncol=2, loc='lower center', frameon=False, borderaxespad=-3, fontsize=13)\n",
    "for text in l.get_texts():\n",
    "    text.set_color(c['深灰色'])\n",
    "#     text.set_size(13)\n",
    "\n",
    "# 去掉最外围的黑圈\n",
    "ax.spines['polar'].set_visible(False) \n",
    "\n",
    "# 设置坐标标签字体大小和颜色\n",
    "ax.tick_params(labelsize=16, colors=c['深灰色'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
